Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 173 |
| Missing cells | 4 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 28.5 KiB |
| Average record size in memory | 168.7 B |
Variable types
| NUM | 19 |
|---|---|
| CAT | 2 |
Women is highly correlated with Total and 6 other fields | High correlation |
Total is highly correlated with Women and 8 other fields | High correlation |
Sample_size is highly correlated with Total and 5 other fields | High correlation |
Employed is highly correlated with Total and 8 other fields | High correlation |
Full_time is highly correlated with Total and 8 other fields | High correlation |
Part_time is highly correlated with Total and 6 other fields | High correlation |
Full_time_year_round is highly correlated with Total and 6 other fields | High correlation |
Unemployed is highly correlated with Total and 8 other fields | High correlation |
P75th is highly correlated with Median | High correlation |
Median is highly correlated with P75th | High correlation |
Non_college_jobs is highly correlated with Total and 7 other fields | High correlation |
Low_wage_jobs is highly correlated with Total and 6 other fields | High correlation |
Rank has unique values | Unique |
Major_code has unique values | Unique |
Major has unique values | Unique |
Full_time has unique values | Unique |
Full_time_year_round has unique values | Unique |
College_jobs has unique values | Unique |
Non_college_jobs has unique values | Unique |
Part_time has 3 (1.7%) zeros | Zeros |
Unemployed has 5 (2.9%) zeros | Zeros |
Unemployment_rate has 5 (2.9%) zeros | Zeros |
Low_wage_jobs has 5 (2.9%) zeros | Zeros |
Reproduction
| Analysis started | 2022-10-19 13:38:43.361052 |
|---|---|
| Analysis finished | 2022-10-19 13:39:18.448115 |
| Duration | 35.09 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 173 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 87 |
|---|---|
| Minimum | 1 |
| Maximum | 173 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9.6 |
| Q1 | 44 |
| median | 87 |
| Q3 | 130 |
| 95-th percentile | 164.4 |
| Maximum | 173 |
| Range | 172 |
| Interquartile range (IQR) | 86 |
Descriptive statistics
| Standard deviation | 50.08492787 |
|---|---|
| Coefficient of variation (CV) | 0.5756888261 |
| Kurtosis | -1.2 |
| Mean | 87 |
| Median Absolute Deviation (MAD) | 43 |
| Skewness | 0 |
| Sum | 15051 |
| Variance | 2508.5 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.6% | |
| 120 | 1 | 0.6% | |
| 112 | 1 | 0.6% | |
| 113 | 1 | 0.6% | |
| 114 | 1 | 0.6% | |
| 115 | 1 | 0.6% | |
| 116 | 1 | 0.6% | |
| 117 | 1 | 0.6% | |
| 118 | 1 | 0.6% | |
| 119 | 1 | 0.6% | |
| Other values (163) | 163 | 94.2% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.6% | |
| 2 | 1 | 0.6% | |
| 3 | 1 | 0.6% | |
| 4 | 1 | 0.6% | |
| 5 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 173 | 1 | 0.6% | |
| 172 | 1 | 0.6% | |
| 171 | 1 | 0.6% | |
| 170 | 1 | 0.6% | |
| 169 | 1 | 0.6% |
| Distinct | 173 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3879.815029 |
|---|---|
| Minimum | 1100 |
| Maximum | 6403 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 1100 |
|---|---|
| 5-th percentile | 1301.6 |
| Q1 | 2403 |
| median | 3608 |
| Q3 | 5503 |
| 95-th percentile | 6205.4 |
| Maximum | 6403 |
| Range | 5303 |
| Interquartile range (IQR) | 3100 |
Descriptive statistics
| Standard deviation | 1687.75314 |
|---|---|
| Coefficient of variation (CV) | 0.435008661 |
| Kurtosis | -1.475186702 |
| Mean | 3879.815029 |
| Median Absolute Deviation (MAD) | 1400 |
| Skewness | 0.05549824531 |
| Sum | 671208 |
| Variance | 2848510.663 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2419 | 1 | 0.6% | |
| 2305 | 1 | 0.6% | |
| 1302 | 1 | 0.6% | |
| 1106 | 1 | 0.6% | |
| 2300 | 1 | 0.6% | |
| 6402 | 1 | 0.6% | |
| 2602 | 1 | 0.6% | |
| 4001 | 1 | 0.6% | |
| 2311 | 1 | 0.6% | |
| 6110 | 1 | 0.6% | |
| Other values (163) | 163 | 94.2% |
| Value | Count | Frequency (%) | |
| 1100 | 1 | 0.6% | |
| 1101 | 1 | 0.6% | |
| 1102 | 1 | 0.6% | |
| 1103 | 1 | 0.6% | |
| 1104 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 6403 | 1 | 0.6% | |
| 6402 | 1 | 0.6% | |
| 6299 | 1 | 0.6% | |
| 6212 | 1 | 0.6% | |
| 6211 | 1 | 0.6% |
| Distinct | 173 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| PETROLEUM ENGINEERING | 1 |
|---|---|
| MATHEMATICS TEACHER EDUCATION | 1 |
| FORESTRY | 1 |
| SOIL SCIENCE | 1 |
| GENERAL EDUCATION | 1 |
| Other values (168) |
| Value | Count | Frequency (%) | |
| PETROLEUM ENGINEERING | 1 | 0.6% | |
| MATHEMATICS TEACHER EDUCATION | 1 | 0.6% | |
| FORESTRY | 1 | 0.6% | |
| SOIL SCIENCE | 1 | 0.6% | |
| GENERAL EDUCATION | 1 | 0.6% | |
| HISTORY | 1 | 0.6% | |
| FRENCH GERMAN LATIN AND OTHER COMMON FOREIGN LANGUAGE STUDIES | 1 | 0.6% | |
| INTERCULTURAL AND INTERNATIONAL STUDIES | 1 | 0.6% | |
| SOCIAL SCIENCE OR HISTORY TEACHER EDUCATION | 1 | 0.6% | |
| COMMUNITY AND PUBLIC HEALTH | 1 | 0.6% | |
| Other values (163) | 163 | 94.2% |
Frequencies of value counts
Unique
| Unique | 173 ? |
|---|---|
| Unique (%) | 100.0% |
Histogram of lengths of the category
Length
| Max length | 65 |
|---|---|
| Median length | 24 |
| Mean length | 25.31213873 |
| Min length | 5 |
| Distinct | 172 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39370.0814 |
|---|---|
| Minimum | 124 |
| Maximum | 393735 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 124 |
|---|---|
| 5-th percentile | 1125.5 |
| Q1 | 4549.75 |
| median | 15104 |
| Q3 | 38909.75 |
| 95-th percentile | 188044.4 |
| Maximum | 393735 |
| Range | 393611 |
| Interquartile range (IQR) | 34360 |
Descriptive statistics
| Standard deviation | 63483.49101 |
|---|---|
| Coefficient of variation (CV) | 1.612480563 |
| Kurtosis | 9.379324238 |
| Mean | 39370.0814 |
| Median Absolute Deviation (MAD) | 12154.5 |
| Skewness | 2.87683411 |
| Sum | 6771654 |
| Variance | 4030153631 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2339 | 1 | 0.6% | |
| 14237 | 1 | 0.6% | |
| 3607 | 1 | 0.6% | |
| 685 | 1 | 0.6% | |
| 143718 | 1 | 0.6% | |
| 141951 | 1 | 0.6% | |
| 48246 | 1 | 0.6% | |
| 24650 | 1 | 0.6% | |
| 20198 | 1 | 0.6% | |
| 19735 | 1 | 0.6% | |
| Other values (162) | 162 | 93.6% |
| Value | Count | Frequency (%) | |
| 124 | 1 | 0.6% | |
| 609 | 1 | 0.6% | |
| 685 | 1 | 0.6% | |
| 720 | 1 | 0.6% | |
| 756 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 393735 | 1 | 0.6% | |
| 329927 | 1 | 0.6% | |
| 280709 | 1 | 0.6% | |
| 234590 | 1 | 0.6% | |
| 213996 | 1 | 0.6% |
Men
Real number (ℝ≥0)
| Distinct | 172 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16723.40698 |
|---|---|
| Minimum | 119 |
| Maximum | 173809 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 119 |
|---|---|
| 5-th percentile | 508.25 |
| Q1 | 2177.5 |
| median | 5434 |
| Q3 | 14631 |
| 95-th percentile | 83167.6 |
| Maximum | 173809 |
| Range | 173690 |
| Interquartile range (IQR) | 12453.5 |
Descriptive statistics
| Standard deviation | 28122.43347 |
|---|---|
| Coefficient of variation (CV) | 1.681621066 |
| Kurtosis | 8.788483299 |
| Mean | 16723.40698 |
| Median Absolute Deviation (MAD) | 4431 |
| Skewness | 2.840798729 |
| Sum | 2876426 |
| Variance | 790871264.5 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2057 | 1 | 0.6% | |
| 3872 | 1 | 0.6% | |
| 3156 | 1 | 0.6% | |
| 476 | 1 | 0.6% | |
| 26893 | 1 | 0.6% | |
| 78253 | 1 | 0.6% | |
| 12835 | 1 | 0.6% | |
| 8575 | 1 | 0.6% | |
| 9950 | 1 | 0.6% | |
| 4103 | 1 | 0.6% | |
| Other values (162) | 162 | 93.6% |
| Value | Count | Frequency (%) | |
| 119 | 1 | 0.6% | |
| 124 | 1 | 0.6% | |
| 134 | 1 | 0.6% | |
| 280 | 1 | 0.6% | |
| 404 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 173809 | 1 | 0.6% | |
| 132238 | 1 | 0.6% | |
| 115030 | 1 | 0.6% | |
| 111762 | 1 | 0.6% | |
| 99743 | 1 | 0.6% |
| Distinct | 171 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22646.67442 |
|---|---|
| Minimum | 0 |
| Maximum | 307087 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 330.95 |
| Q1 | 1778.25 |
| median | 8386.5 |
| Q3 | 22553.75 |
| 95-th percentile | 109833.95 |
| Maximum | 307087 |
| Range | 307087 |
| Interquartile range (IQR) | 20775.5 |
Descriptive statistics
| Standard deviation | 41057.33074 |
|---|---|
| Coefficient of variation (CV) | 1.81295187 |
| Kurtosis | 16.39671616 |
| Mean | 22646.67442 |
| Median Absolute Deviation (MAD) | 7113.5 |
| Skewness | 3.593272952 |
| Sum | 3895228 |
| Variance | 1685704407 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 973 | 2 | 1.2% | |
| 10365 | 1 | 0.6% | |
| 451 | 1 | 0.6% | |
| 209 | 1 | 0.6% | |
| 116825 | 1 | 0.6% | |
| 63698 | 1 | 0.6% | |
| 35411 | 1 | 0.6% | |
| 16075 | 1 | 0.6% | |
| 10248 | 1 | 0.6% | |
| 15632 | 1 | 0.6% | |
| Other values (161) | 161 | 93.1% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.6% | |
| 77 | 1 | 0.6% | |
| 109 | 1 | 0.6% | |
| 131 | 1 | 0.6% | |
| 135 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 307087 | 1 | 0.6% | |
| 187621 | 1 | 0.6% | |
| 168947 | 1 | 0.6% | |
| 157833 | 1 | 0.6% | |
| 156118 | 1 | 0.6% |
Major_category
Categorical
| Distinct | 16 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| Engineering | |
|---|---|
| Education | |
| Humanities & Liberal Arts | |
| Biology & Life Science | |
| Business | |
| Other values (11) |
| Value | Count | Frequency (%) | |
| Engineering | 29 | 16.8% | |
| Education | 16 | 9.2% | |
| Humanities & Liberal Arts | 15 | 8.7% | |
| Biology & Life Science | 14 | 8.1% | |
| Business | 13 | 7.5% | |
| Health | 12 | 6.9% | |
| Computers & Mathematics | 11 | 6.4% | |
| Physical Sciences | 10 | 5.8% | |
| Agriculture & Natural Resources | 10 | 5.8% | |
| Social Science | 9 | 5.2% | |
| Other values (6) | 34 | 19.7% |
Frequencies of value counts
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.6% |
Histogram of lengths of the category
Length
| Max length | 35 |
|---|---|
| Median length | 14 |
| Mean length | 16.7283237 |
| Min length | 4 |
ShareWomen
Real number (ℝ≥0)
| Distinct | 172 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.522223365 |
|---|---|
| Minimum | 0 |
| Maximum | 0.968953683 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.1331516353 |
| Q1 | 0.3360262068 |
| median | 0.534024037 |
| Q3 | 0.7032992108 |
| 95-th percentile | 0.8879201835 |
| Maximum | 0.968953683 |
| Range | 0.968953683 |
| Interquartile range (IQR) | 0.367273004 |
Descriptive statistics
| Standard deviation | 0.2312049857 |
|---|---|
| Coefficient of variation (CV) | 0.4427319826 |
| Kurtosis | -0.9224765386 |
| Mean | 0.522223365 |
| Median Absolute Deviation (MAD) | 0.186895961 |
| Skewness | -0.1346841674 |
| Sum | 89.82241877 |
| Variance | 0.05345574542 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.120564344 | 1 | 0.6% | |
| 0.728032591 | 1 | 0.6% | |
| 0.125034655 | 1 | 0.6% | |
| 0.305109489 | 1 | 0.6% | |
| 0.812876606 | 1 | 0.6% | |
| 0.448732309 | 1 | 0.6% | |
| 0.733967583 | 1 | 0.6% | |
| 0.652129817 | 1 | 0.6% | |
| 0.507376968 | 1 | 0.6% | |
| 0.792095262 | 1 | 0.6% | |
| Other values (162) | 162 | 93.6% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.6% | |
| 0.077453027 | 1 | 0.6% | |
| 0.090712509 | 1 | 0.6% | |
| 0.101851852 | 1 | 0.6% | |
| 0.107313196 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 0.968953683 | 1 | 0.6% | |
| 0.967998119 | 1 | 0.6% | |
| 0.927807246 | 1 | 0.6% | |
| 0.923745479 | 1 | 0.6% | |
| 0.91093257 | 1 | 0.6% |
| Distinct | 147 |
|---|---|
| Distinct (%) | 85.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 356.0809249 |
|---|---|
| Minimum | 2 |
| Maximum | 4212 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 7 |
| Q1 | 39 |
| median | 130 |
| Q3 | 338 |
| 95-th percentile | 1668.6 |
| Maximum | 4212 |
| Range | 4210 |
| Interquartile range (IQR) | 299 |
Descriptive statistics
| Standard deviation | 618.3610223 |
|---|---|
| Coefficient of variation (CV) | 1.736574411 |
| Kurtosis | 11.9861795 |
| Mean | 356.0809249 |
| Median Absolute Deviation (MAD) | 105 |
| Skewness | 3.192037349 |
| Sum | 61602 |
| Variance | 382370.3539 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 36 | 3 | 1.7% | |
| 4 | 3 | 1.7% | |
| 7 | 3 | 1.7% | |
| 22 | 3 | 1.7% | |
| 425 | 2 | 1.2% | |
| 95 | 2 | 1.2% | |
| 37 | 2 | 1.2% | |
| 158 | 2 | 1.2% | |
| 142 | 2 | 1.2% | |
| 24 | 2 | 1.2% | |
| Other values (137) | 149 | 86.1% |
| Value | Count | Frequency (%) | |
| 2 | 1 | 0.6% | |
| 3 | 2 | 1.2% | |
| 4 | 3 | 1.7% | |
| 5 | 2 | 1.2% | |
| 7 | 3 | 1.7% |
| Value | Count | Frequency (%) | |
| 4212 | 1 | 0.6% | |
| 2684 | 1 | 0.6% | |
| 2584 | 1 | 0.6% | |
| 2554 | 1 | 0.6% | |
| 2394 | 1 | 0.6% |
| Distinct | 171 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31192.76301 |
|---|---|
| Minimum | 0 |
| Maximum | 307933 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 751.6 |
| Q1 | 3608 |
| median | 11797 |
| Q3 | 31433 |
| 95-th percentile | 149243.6 |
| Maximum | 307933 |
| Range | 307933 |
| Interquartile range (IQR) | 27825 |
Descriptive statistics
| Standard deviation | 50675.00224 |
|---|---|
| Coefficient of variation (CV) | 1.624575618 |
| Kurtosis | 9.194017561 |
| Mean | 31192.76301 |
| Median Absolute Deviation (MAD) | 9348 |
| Skewness | 2.863443441 |
| Sum | 5396348 |
| Variance | 2567955852 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2125 | 2 | 1.2% | |
| 7052 | 2 | 1.2% | |
| 1976 | 1 | 0.6% | |
| 17700 | 1 | 0.6% | |
| 3431 | 1 | 0.6% | |
| 3007 | 1 | 0.6% | |
| 613 | 1 | 0.6% | |
| 118241 | 1 | 0.6% | |
| 105646 | 1 | 0.6% | |
| 38315 | 1 | 0.6% | |
| Other values (161) | 161 | 93.1% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.6% | |
| 559 | 1 | 0.6% | |
| 604 | 1 | 0.6% | |
| 613 | 1 | 0.6% | |
| 640 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 307933 | 1 | 0.6% | |
| 276234 | 1 | 0.6% | |
| 190183 | 1 | 0.6% | |
| 182295 | 1 | 0.6% | |
| 180903 | 1 | 0.6% |
| Distinct | 173 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26029.30636 |
|---|---|
| Minimum | 111 |
| Maximum | 251540 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 111 |
|---|---|
| 5-th percentile | 702.6 |
| Q1 | 3154 |
| median | 10048 |
| Q3 | 25147 |
| 95-th percentile | 129074.6 |
| Maximum | 251540 |
| Range | 251429 |
| Interquartile range (IQR) | 21993 |
Descriptive statistics
| Standard deviation | 42869.65509 |
|---|---|
| Coefficient of variation (CV) | 1.64697647 |
| Kurtosis | 8.765504957 |
| Mean | 26029.30636 |
| Median Absolute Deviation (MAD) | 8031 |
| Skewness | 2.843483682 |
| Sum | 4503070 |
| Variance | 1837807328 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1849 | 1 | 0.6% | |
| 11259 | 1 | 0.6% | |
| 2473 | 1 | 0.6% | |
| 488 | 1 | 0.6% | |
| 98408 | 1 | 0.6% | |
| 84681 | 1 | 0.6% | |
| 29340 | 1 | 0.6% | |
| 14354 | 1 | 0.6% | |
| 14002 | 1 | 0.6% | |
| 10099 | 1 | 0.6% | |
| Other values (163) | 163 | 94.2% |
| Value | Count | Frequency (%) | |
| 111 | 1 | 0.6% | |
| 488 | 1 | 0.6% | |
| 524 | 1 | 0.6% | |
| 556 | 1 | 0.6% | |
| 558 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 251540 | 1 | 0.6% | |
| 233205 | 1 | 0.6% | |
| 171385 | 1 | 0.6% | |
| 156668 | 1 | 0.6% | |
| 151967 | 1 | 0.6% |
| Distinct | 170 |
|---|---|
| Distinct (%) | 98.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8832.398844 |
|---|---|
| Minimum | 0 |
| Maximum | 115172 |
| Zeros | 3 |
| Zeros (%) | 1.7% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 179 |
| Q1 | 1030 |
| median | 3299 |
| Q3 | 9948 |
| 95-th percentile | 38185 |
| Maximum | 115172 |
| Range | 115172 |
| Interquartile range (IQR) | 8918 |
Descriptive statistics
| Standard deviation | 14648.17947 |
|---|---|
| Coefficient of variation (CV) | 1.658459919 |
| Kurtosis | 18.30512781 |
| Mean | 8832.398844 |
| Median Absolute Deviation (MAD) | 2767 |
| Skewness | 3.621007516 |
| Sum | 1528005 |
| Variance | 214569161.9 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 3 | 1.7% | |
| 847 | 2 | 1.2% | |
| 270 | 1 | 0.6% | |
| 6377 | 1 | 0.6% | |
| 891 | 1 | 0.6% | |
| 185 | 1 | 0.6% | |
| 29558 | 1 | 0.6% | |
| 40657 | 1 | 0.6% | |
| 14569 | 1 | 0.6% | |
| 7978 | 1 | 0.6% | |
| Other values (160) | 160 | 92.5% |
| Value | Count | Frequency (%) | |
| 0 | 3 | 1.7% | |
| 126 | 1 | 0.6% | |
| 133 | 1 | 0.6% | |
| 135 | 1 | 0.6% | |
| 150 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 115172 | 1 | 0.6% | |
| 72371 | 1 | 0.6% | |
| 57825 | 1 | 0.6% | |
| 50357 | 1 | 0.6% | |
| 49889 | 1 | 0.6% |
| Distinct | 173 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19694.42775 |
|---|---|
| Minimum | 111 |
| Maximum | 199897 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 111 |
|---|---|
| 5-th percentile | 538.6 |
| Q1 | 2453 |
| median | 7413 |
| Q3 | 16891 |
| 95-th percentile | 93263.2 |
| Maximum | 199897 |
| Range | 199786 |
| Interquartile range (IQR) | 14438 |
Descriptive statistics
| Standard deviation | 33160.94151 |
|---|---|
| Coefficient of variation (CV) | 1.683772788 |
| Kurtosis | 9.350771185 |
| Mean | 19694.42775 |
| Median Absolute Deviation (MAD) | 5883 |
| Skewness | 2.92906522 |
| Sum | 3407136 |
| Variance | 1099648042 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1207 | 1 | 0.6% | |
| 8073 | 1 | 0.6% | |
| 1763 | 1 | 0.6% | |
| 383 | 1 | 0.6% | |
| 73531 | 1 | 0.6% | |
| 59218 | 1 | 0.6% | |
| 20056 | 1 | 0.6% | |
| 8801 | 1 | 0.6% | |
| 8871 | 1 | 0.6% | |
| 7460 | 1 | 0.6% | |
| Other values (163) | 163 | 94.2% |
| Value | Count | Frequency (%) | |
| 111 | 1 | 0.6% | |
| 340 | 1 | 0.6% | |
| 383 | 1 | 0.6% | |
| 388 | 1 | 0.6% | |
| 391 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 199897 | 1 | 0.6% | |
| 174438 | 1 | 0.6% | |
| 138299 | 1 | 0.6% | |
| 127230 | 1 | 0.6% | |
| 123169 | 1 | 0.6% |
| Distinct | 161 |
|---|---|
| Distinct (%) | 93.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2416.32948 |
|---|---|
| Minimum | 0 |
| Maximum | 28169 |
| Zeros | 5 |
| Zeros (%) | 2.9% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 304 |
| median | 893 |
| Q3 | 2393 |
| 95-th percentile | 11536.4 |
| Maximum | 28169 |
| Range | 28169 |
| Interquartile range (IQR) | 2089 |
Descriptive statistics
| Standard deviation | 4112.803148 |
|---|---|
| Coefficient of variation (CV) | 1.702087063 |
| Kurtosis | 12.27882716 |
| Mean | 2416.32948 |
| Median Absolute Deviation (MAD) | 756 |
| Skewness | 3.174630334 |
| Sum | 418025 |
| Variance | 16915149.73 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.9% | |
| 87 | 2 | 1.2% | |
| 757 | 2 | 1.2% | |
| 1067 | 2 | 1.2% | |
| 308 | 2 | 1.2% | |
| 33 | 2 | 1.2% | |
| 419 | 2 | 1.2% | |
| 286 | 2 | 1.2% | |
| 78 | 2 | 1.2% | |
| 216 | 1 | 0.6% | |
| Other values (151) | 151 | 87.3% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.9% | |
| 11 | 1 | 0.6% | |
| 16 | 1 | 0.6% | |
| 23 | 1 | 0.6% | |
| 33 | 2 | 1.2% |
| Value | Count | Frequency (%) | |
| 28169 | 1 | 0.6% | |
| 21502 | 1 | 0.6% | |
| 15022 | 1 | 0.6% | |
| 14946 | 1 | 0.6% | |
| 14602 | 1 | 0.6% |
| Distinct | 169 |
|---|---|
| Distinct (%) | 97.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.06819083091 |
|---|---|
| Minimum | 0 |
| Maximum | 0.177226407 |
| Zeros | 5 |
| Zeros (%) | 2.9% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0191376886 |
| Q1 | 0.050306435 |
| median | 0.067960766 |
| Q3 | 0.087557114 |
| 95-th percentile | 0.1133826206 |
| Maximum | 0.177226407 |
| Range | 0.177226407 |
| Interquartile range (IQR) | 0.037250679 |
Descriptive statistics
| Standard deviation | 0.0303309398 |
|---|---|
| Coefficient of variation (CV) | 0.4447949877 |
| Kurtosis | 1.007472309 |
| Mean | 0.06819083091 |
| Median Absolute Deviation (MAD) | 0.0183129 |
| Skewness | 0.2956186683 |
| Sum | 11.79701375 |
| Variance | 0.0009199659091 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.9% | |
| 0.018380527 | 1 | 0.6% | |
| 0.016202835 | 1 | 0.6% | |
| 0.022228555 | 1 | 0.6% | |
| 0.096725743 | 1 | 0.6% | |
| 0.057359929 | 1 | 0.6% | |
| 0.095666912 | 1 | 0.6% | |
| 0.075566386 | 1 | 0.6% | |
| 0.083633531 | 1 | 0.6% | |
| 0.054082941 | 1 | 0.6% | |
| Other values (159) | 159 | 91.9% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.9% | |
| 0.006334343 | 1 | 0.6% | |
| 0.011689692 | 1 | 0.6% | |
| 0.016202835 | 1 | 0.6% | |
| 0.018380527 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 0.177226407 | 1 | 0.6% | |
| 0.1594906 | 1 | 0.6% | |
| 0.151849807 | 1 | 0.6% | |
| 0.149048198 | 1 | 0.6% | |
| 0.128426299 | 1 | 0.6% |
| Distinct | 59 |
|---|---|
| Distinct (%) | 34.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40151.44509 |
|---|---|
| Minimum | 22000 |
| Maximum | 110000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 22000 |
|---|---|
| 5-th percentile | 28000 |
| Q1 | 33000 |
| median | 36000 |
| Q3 | 45000 |
| 95-th percentile | 60000 |
| Maximum | 110000 |
| Range | 88000 |
| Interquartile range (IQR) | 12000 |
Descriptive statistics
| Standard deviation | 11470.1818 |
|---|---|
| Coefficient of variation (CV) | 0.2856729509 |
| Kurtosis | 7.649279215 |
| Mean | 40151.44509 |
| Median Absolute Deviation (MAD) | 4000 |
| Skewness | 2.036867702 |
| Sum | 6946200 |
| Variance | 131565070.6 |
| Monotocity | Decreasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 35000 | 20 | 11.6% | |
| 40000 | 17 | 9.8% | |
| 50000 | 9 | 5.2% | |
| 33000 | 9 | 5.2% | |
| 45000 | 9 | 5.2% | |
| 34000 | 8 | 4.6% | |
| 32000 | 8 | 4.6% | |
| 30000 | 8 | 4.6% | |
| 36000 | 6 | 3.5% | |
| 60000 | 6 | 3.5% | |
| Other values (49) | 73 | 42.2% |
| Value | Count | Frequency (%) | |
| 22000 | 1 | 0.6% | |
| 23400 | 1 | 0.6% | |
| 25000 | 2 | 1.2% | |
| 26000 | 1 | 0.6% | |
| 27000 | 2 | 1.2% |
| Value | Count | Frequency (%) | |
| 110000 | 1 | 0.6% | |
| 75000 | 1 | 0.6% | |
| 73000 | 1 | 0.6% | |
| 70000 | 1 | 0.6% | |
| 65000 | 2 | 1.2% |
P25th
Real number (ℝ≥0)
| Distinct | 48 |
|---|---|
| Distinct (%) | 27.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29501.44509 |
|---|---|
| Minimum | 18500 |
| Maximum | 95000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 18500 |
|---|---|
| 5-th percentile | 20000 |
| Q1 | 24000 |
| median | 27000 |
| Q3 | 33000 |
| 95-th percentile | 45000 |
| Maximum | 95000 |
| Range | 76500 |
| Interquartile range (IQR) | 9000 |
Descriptive statistics
| Standard deviation | 9166.005235 |
|---|---|
| Coefficient of variation (CV) | 0.3106968221 |
| Kurtosis | 14.51491312 |
| Mean | 29501.44509 |
| Median Absolute Deviation (MAD) | 4000 |
| Skewness | 2.728044969 |
| Sum | 5103750 |
| Variance | 84015651.97 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) | |
| 25000 | 22 | 12.7% | |
| 30000 | 18 | 10.4% | |
| 24000 | 12 | 6.9% | |
| 20000 | 11 | 6.4% | |
| 23000 | 10 | 5.8% | |
| 27000 | 7 | 4.0% | |
| 35000 | 6 | 3.5% | |
| 22000 | 5 | 2.9% | |
| 26000 | 5 | 2.9% | |
| 28000 | 5 | 2.9% | |
| Other values (38) | 72 | 41.6% |
| Value | Count | Frequency (%) | |
| 18500 | 1 | 0.6% | |
| 19200 | 3 | 1.7% | |
| 20000 | 11 | 6.4% | |
| 20800 | 1 | 0.6% | |
| 21000 | 4 | 2.3% |
| Value | Count | Frequency (%) | |
| 95000 | 1 | 0.6% | |
| 55000 | 1 | 0.6% | |
| 53000 | 1 | 0.6% | |
| 50000 | 4 | 2.3% | |
| 48000 | 1 | 0.6% |
| Distinct | 54 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51494.21965 |
|---|---|
| Minimum | 22000 |
| Maximum | 125000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 22000 |
|---|---|
| 5-th percentile | 35600 |
| Q1 | 42000 |
| median | 47000 |
| Q3 | 60000 |
| 95-th percentile | 75400 |
| Maximum | 125000 |
| Range | 103000 |
| Interquartile range (IQR) | 18000 |
Descriptive statistics
| Standard deviation | 14906.27974 |
|---|---|
| Coefficient of variation (CV) | 0.2894748156 |
| Kurtosis | 4.97931887 |
| Mean | 51494.21965 |
| Median Absolute Deviation (MAD) | 7000 |
| Skewness | 1.816489279 |
| Sum | 8908500 |
| Variance | 222197175.7 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 45000 | 18 | 10.4% | |
| 50000 | 18 | 10.4% | |
| 40000 | 17 | 9.8% | |
| 42000 | 11 | 6.4% | |
| 60000 | 11 | 6.4% | |
| 70000 | 6 | 3.5% | |
| 41000 | 6 | 3.5% | |
| 65000 | 6 | 3.5% | |
| 35000 | 6 | 3.5% | |
| 38000 | 5 | 2.9% | |
| Other values (44) | 69 | 39.9% |
| Value | Count | Frequency (%) | |
| 22000 | 1 | 0.6% | |
| 26000 | 1 | 0.6% | |
| 34000 | 1 | 0.6% | |
| 35000 | 6 | 3.5% | |
| 36000 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 125000 | 1 | 0.6% | |
| 109000 | 1 | 0.6% | |
| 105000 | 1 | 0.6% | |
| 102000 | 1 | 0.6% | |
| 90000 | 2 | 1.2% |
| Distinct | 173 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12322.63584 |
|---|---|
| Minimum | 0 |
| Maximum | 151643 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 444.8 |
| Q1 | 1675 |
| median | 4390 |
| Q3 | 14444 |
| 95-th percentile | 42789.4 |
| Maximum | 151643 |
| Range | 151643 |
| Interquartile range (IQR) | 12769 |
Descriptive statistics
| Standard deviation | 21299.86886 |
|---|---|
| Coefficient of variation (CV) | 1.728515647 |
| Kurtosis | 17.48266034 |
| Mean | 12322.63584 |
| Median Absolute Deviation (MAD) | 3646 |
| Skewness | 3.77129362 |
| Sum | 2131816 |
| Variance | 453684413.6 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1534 | 1 | 0.6% | |
| 10699 | 1 | 0.6% | |
| 1096 | 1 | 0.6% | |
| 355 | 1 | 0.6% | |
| 82007 | 1 | 0.6% | |
| 35336 | 1 | 0.6% | |
| 15051 | 1 | 0.6% | |
| 4956 | 1 | 0.6% | |
| 10928 | 1 | 0.6% | |
| 5225 | 1 | 0.6% | |
| Other values (163) | 163 | 94.2% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.6% | |
| 162 | 1 | 0.6% | |
| 221 | 1 | 0.6% | |
| 288 | 1 | 0.6% | |
| 346 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 151643 | 1 | 0.6% | |
| 125148 | 1 | 0.6% | |
| 108085 | 1 | 0.6% | |
| 88232 | 1 | 0.6% | |
| 82007 | 1 | 0.6% |
| Distinct | 173 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13284.49711 |
|---|---|
| Minimum | 0 |
| Maximum | 148395 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 242.6 |
| Q1 | 1591 |
| median | 4595 |
| Q3 | 11783 |
| 95-th percentile | 65146.4 |
| Maximum | 148395 |
| Range | 148395 |
| Interquartile range (IQR) | 10192 |
Descriptive statistics
| Standard deviation | 23789.65536 |
|---|---|
| Coefficient of variation (CV) | 1.790783284 |
| Kurtosis | 12.90542129 |
| Mean | 13284.49711 |
| Median Absolute Deviation (MAD) | 3917 |
| Skewness | 3.377170775 |
| Sum | 2298218 |
| Variance | 565947702.3 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 364 | 1 | 0.6% | |
| 1977 | 1 | 0.6% | |
| 1692 | 1 | 0.6% | |
| 144 | 1 | 0.6% | |
| 31112 | 1 | 0.6% | |
| 54569 | 1 | 0.6% | |
| 18193 | 1 | 0.6% | |
| 10343 | 1 | 0.6% | |
| 5561 | 1 | 0.6% | |
| 7385 | 1 | 0.6% | |
| Other values (163) | 163 | 94.2% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.6% | |
| 50 | 1 | 0.6% | |
| 67 | 1 | 0.6% | |
| 102 | 1 | 0.6% | |
| 144 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 148395 | 1 | 0.6% | |
| 141860 | 1 | 0.6% | |
| 100831 | 1 | 0.6% | |
| 97964 | 1 | 0.6% | |
| 93889 | 1 | 0.6% |
| Distinct | 166 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3859.017341 |
|---|---|
| Minimum | 0 |
| Maximum | 48207 |
| Zeros | 5 |
| Zeros (%) | 2.9% |
| Memory size | 1.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 49.6 |
| Q1 | 340 |
| median | 1231 |
| Q3 | 3466 |
| 95-th percentile | 17465 |
| Maximum | 48207 |
| Range | 48207 |
| Interquartile range (IQR) | 3126 |
Descriptive statistics
| Standard deviation | 6944.998579 |
|---|---|
| Coefficient of variation (CV) | 1.799680583 |
| Kurtosis | 13.32662508 |
| Mean | 3859.017341 |
| Median Absolute Deviation (MAD) | 1039 |
| Skewness | 3.338072027 |
| Sum | 667610 |
| Variance | 48233005.26 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.9% | |
| 81 | 2 | 1.2% | |
| 263 | 2 | 1.2% | |
| 308 | 2 | 1.2% | |
| 11443 | 1 | 0.6% | |
| 16839 | 1 | 0.6% | |
| 5267 | 1 | 0.6% | |
| 3168 | 1 | 0.6% | |
| 1806 | 1 | 0.6% | |
| 1854 | 1 | 0.6% | |
| Other values (156) | 156 | 90.2% |
| Value | Count | Frequency (%) | |
| 0 | 5 | 2.9% | |
| 25 | 1 | 0.6% | |
| 31 | 1 | 0.6% | |
| 37 | 1 | 0.6% | |
| 49 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 48207 | 1 | 0.6% | |
| 32395 | 1 | 0.6% | |
| 28339 | 1 | 0.6% | |
| 27968 | 1 | 0.6% | |
| 27440 | 1 | 0.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Rank | Major_code | Major | Total | Men | Women | Major_category | ShareWomen | Sample_size | Employed | Full_time | Part_time | Full_time_year_round | Unemployed | Unemployment_rate | Median | P25th | P75th | College_jobs | Non_college_jobs | Low_wage_jobs | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2419 | PETROLEUM ENGINEERING | 2339.0 | 2057.0 | 282.0 | Engineering | 0.120564 | 36 | 1976 | 1849 | 270 | 1207 | 37 | 0.018381 | 110000 | 95000 | 125000 | 1534 | 364 | 193 |
| 1 | 2 | 2416 | MINING AND MINERAL ENGINEERING | 756.0 | 679.0 | 77.0 | Engineering | 0.101852 | 7 | 640 | 556 | 170 | 388 | 85 | 0.117241 | 75000 | 55000 | 90000 | 350 | 257 | 50 |
| 2 | 3 | 2415 | METALLURGICAL ENGINEERING | 856.0 | 725.0 | 131.0 | Engineering | 0.153037 | 3 | 648 | 558 | 133 | 340 | 16 | 0.024096 | 73000 | 50000 | 105000 | 456 | 176 | 0 |
| 3 | 4 | 2417 | NAVAL ARCHITECTURE AND MARINE ENGINEERING | 1258.0 | 1123.0 | 135.0 | Engineering | 0.107313 | 16 | 758 | 1069 | 150 | 692 | 40 | 0.050125 | 70000 | 43000 | 80000 | 529 | 102 | 0 |
| 4 | 5 | 2405 | CHEMICAL ENGINEERING | 32260.0 | 21239.0 | 11021.0 | Engineering | 0.341631 | 289 | 25694 | 23170 | 5180 | 16697 | 1672 | 0.061098 | 65000 | 50000 | 75000 | 18314 | 4440 | 972 |
| 5 | 6 | 2418 | NUCLEAR ENGINEERING | 2573.0 | 2200.0 | 373.0 | Engineering | 0.144967 | 17 | 1857 | 2038 | 264 | 1449 | 400 | 0.177226 | 65000 | 50000 | 102000 | 1142 | 657 | 244 |
| 6 | 7 | 6202 | ACTUARIAL SCIENCE | 3777.0 | 2110.0 | 1667.0 | Business | 0.441356 | 51 | 2912 | 2924 | 296 | 2482 | 308 | 0.095652 | 62000 | 53000 | 72000 | 1768 | 314 | 259 |
| 7 | 8 | 5001 | ASTRONOMY AND ASTROPHYSICS | 1792.0 | 832.0 | 960.0 | Physical Sciences | 0.535714 | 10 | 1526 | 1085 | 553 | 827 | 33 | 0.021167 | 62000 | 31500 | 109000 | 972 | 500 | 220 |
| 8 | 9 | 2414 | MECHANICAL ENGINEERING | 91227.0 | 80320.0 | 10907.0 | Engineering | 0.119559 | 1029 | 76442 | 71298 | 13101 | 54639 | 4650 | 0.057342 | 60000 | 48000 | 70000 | 52844 | 16384 | 3253 |
| 9 | 10 | 2408 | ELECTRICAL ENGINEERING | 81527.0 | 65511.0 | 16016.0 | Engineering | 0.196450 | 631 | 61928 | 55450 | 12695 | 41413 | 3895 | 0.059174 | 60000 | 45000 | 72000 | 45829 | 10874 | 3170 |
Last rows
| Rank | Major_code | Major | Total | Men | Women | Major_category | ShareWomen | Sample_size | Employed | Full_time | Part_time | Full_time_year_round | Unemployed | Unemployment_rate | Median | P25th | P75th | College_jobs | Non_college_jobs | Low_wage_jobs | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 163 | 164 | 6102 | COMMUNICATION DISORDERS SCIENCES AND SERVICES | 38279.0 | 1225.0 | 37054.0 | Health | 0.967998 | 95 | 29763 | 19975 | 13862 | 14460 | 1487 | 0.047584 | 28000 | 20000 | 40000 | 19957 | 9404 | 5125 |
| 164 | 165 | 2307 | EARLY CHILDHOOD EDUCATION | 37589.0 | 1167.0 | 36422.0 | Education | 0.968954 | 342 | 32551 | 27569 | 7001 | 20748 | 1360 | 0.040105 | 28000 | 21000 | 35000 | 23515 | 7705 | 2868 |
| 165 | 166 | 2603 | OTHER FOREIGN LANGUAGES | 11204.0 | 3472.0 | 7732.0 | Humanities & Liberal Arts | 0.690111 | 56 | 7052 | 5197 | 3685 | 3214 | 846 | 0.107116 | 27500 | 22900 | 38000 | 2326 | 3703 | 1115 |
| 166 | 167 | 6001 | DRAMA AND THEATER ARTS | 43249.0 | 14440.0 | 28809.0 | Arts | 0.666119 | 357 | 36165 | 25147 | 15994 | 16891 | 3040 | 0.077541 | 27000 | 19200 | 35000 | 6994 | 25313 | 11068 |
| 167 | 168 | 3302 | COMPOSITION AND RHETORIC | 18953.0 | 7022.0 | 11931.0 | Humanities & Liberal Arts | 0.629505 | 151 | 15053 | 10121 | 6612 | 7832 | 1340 | 0.081742 | 27000 | 20000 | 35000 | 4855 | 8100 | 3466 |
| 168 | 169 | 3609 | ZOOLOGY | 8409.0 | 3050.0 | 5359.0 | Biology & Life Science | 0.637293 | 47 | 6259 | 5043 | 2190 | 3602 | 304 | 0.046320 | 26000 | 20000 | 39000 | 2771 | 2947 | 743 |
| 169 | 170 | 5201 | EDUCATIONAL PSYCHOLOGY | 2854.0 | 522.0 | 2332.0 | Psychology & Social Work | 0.817099 | 7 | 2125 | 1848 | 572 | 1211 | 148 | 0.065112 | 25000 | 24000 | 34000 | 1488 | 615 | 82 |
| 170 | 171 | 5202 | CLINICAL PSYCHOLOGY | 2838.0 | 568.0 | 2270.0 | Psychology & Social Work | 0.799859 | 13 | 2101 | 1724 | 648 | 1293 | 368 | 0.149048 | 25000 | 25000 | 40000 | 986 | 870 | 622 |
| 171 | 172 | 5203 | COUNSELING PSYCHOLOGY | 4626.0 | 931.0 | 3695.0 | Psychology & Social Work | 0.798746 | 21 | 3777 | 3154 | 965 | 2738 | 214 | 0.053621 | 23400 | 19200 | 26000 | 2403 | 1245 | 308 |
| 172 | 173 | 3501 | LIBRARY SCIENCE | 1098.0 | 134.0 | 964.0 | Education | 0.877960 | 2 | 742 | 593 | 237 | 410 | 87 | 0.104946 | 22000 | 20000 | 22000 | 288 | 338 | 192 |